{"id":"W2115493774","doi":"10.1016/j.janxdis.2011.06.012","title":"Prospective mental imagery in patients with major depressive disorder or anxiety disorders","year":2011,"lang":"en","type":"article","venue":"Journal of Anxiety Disorders","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":234,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lupina Foundation; Wellcome Trust","keywords":"Anxiety; Prospective cohort study; Psychology; Major depressive disorder; Anxiety disorder; Mental image; Psychiatry; Depression (economics); Clinical psychology; Cognition; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003644825,0.0007157722,0.0007731538,0.0008545952,0.0002747739,0.00006973135,0.0006907145,0.0002904775,0.002109977],"category_scores_gemma":[0.0002587127,0.0005058623,0.000367172,0.001766275,0.0004642628,0.001171006,0.0001450486,0.0008543503,0.00007089124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002291343,"about_ca_system_score_gemma":0.0001806944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003675013,"about_ca_topic_score_gemma":0.00086485,"domain_scores_codex":[0.9960423,0.0002628564,0.001025476,0.0008691822,0.0008774563,0.0009227119],"domain_scores_gemma":[0.9972058,0.0001502761,0.001226282,0.0005123213,0.0005829129,0.0003224331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006614673,0.005366123,0.8320085,0.00003338773,0.0006388885,0.00001106055,0.00741789,0.000005210526,0.000003835097,0.00004117921,0.002989534,0.1448697],"study_design_scores_gemma":[0.01624233,0.001936603,0.9553278,0.0001250871,0.0002262186,0.00003192234,0.007852481,0.000003726584,0.00004892534,0.0015582,0.01596635,0.0006803678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741812,0.003736825,0.001644173,0.0002591295,0.001757368,0.001632604,0.0001065412,0.00007677942,0.01660538],"genre_scores_gemma":[0.9773508,0.02003609,0.001412188,0.0002048509,0.0001408325,0.0001389171,0.00002990142,0.0001418341,0.0005445652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1441893,"threshold_uncertainty_score":0.9997393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158739986930211,"score_gpt":0.2711692833155865,"score_spread":0.2595818834462844,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}